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Brand-locked demand (top 5 brands take 100% of clicks) — this niche doesn't clear our bar today.

Market size 1Growth 13Conversion 34Competition 9Returns 96Price range 95Avg price 93Brand share 0Review moat 72Quality gap 37

Returns

Incredible0.8%

return rate — above 6% kills the launch gate

Price range

Incredible$29.19–$79.23

cheapest to priciest tracked listing — scored on the share inside $15–$100

Avg price

Great$51.50

avg listing price — sweet spot $15–$100

Review moat

Good609.57

avg incumbent reviews — the moat a new listing must climb

Quality gap

Okay4.5★

avg incumbent rating — lower means beatable quality

Conversion

Okay2.7%

search→purchase rate — share of searches ending in a sale

Growth

Bad-25.0%

90-day search growth — must beat 0% to launch

Competition

Bad90%

top-5 click share — a locked-up shelf

Market size

Bad$5K

$5K/yr · 3K searches

Brand share

Bad100%

top-5 brand share — brand-locked demand

Competition

The top 5 products capture 90% of clicks — a locked-up shelf that new listings rarely crack.

Brands

6 falling

Sellers

19

Top-5 brand share

100%

Open market

0%

  • Motorcraft37%
  • Doc's Auto Parts27%
  • Ford18%
  • ATRACYPART8%
  • TEMSONE5%
  • NEXT PHASE FILTERS5%
  • Open — no brand owns it (0%)

Product shelf

Each bubble is one product — market share against review moat; bubble size tracks estimated sales, color grades how beatable the incumbent looks.

0%10%$45220%$90430%$1K40%$2K101001K10K Reviews — right = deep review moat Market share (90d) ≈ est. sales
Beatable (≤4.3★) Contested Strong incumbent (>4.7★)

All 7 tracked products in this niche — three views at once, no toggling.

Demand & seasonality

Weekly Amazon search volume, last 104 weeks — -25.0% search growth over the last 90 days.
150100Prime Day '24Spike '24Spike '25Prime Day '25Spike '26SepDecMarJunAugNovMarMay

No pronounced peak months · busiest ÷ quietest = 1.6×

Reviews

What buyers praise and complain about, mined from review topics.

What buyers love

Size-Overall26%

“Fits great”

Quality-Overall25%

“Good stuff, way cheaper than OEM one and same quality”

Value For Money10%

“Great deal”

Advertised Vs Actual Product10%

“Working as advertised”

Assembly/Installation9%

“Easy to install”

Filtration9%

“The filter installed properly and no leaks”

Leak-Proof4%

“No leaks etc”

Design-Overall3%

“Works as designed”

Fuel Efficiency1%

“Excellent fuel filters”

Durability1%

“no issue 8,000 miles later”

What buyers complain about

Filtration23%

“Wrong air filter”

Quality-Overall23%

“Stuffs junk”

Leak-Proof19%

“Gasket did not seal”

Value For Money8%

“Paid extra to get Motorcraft OEM parts”

Size-Overall8%

“was smaller than the motorcraff I usually run”

Advertised Vs Actual Product8%

“False advertising”

Durability4%

“Only lasted 5 months”

Fuel Efficiency4%

“Cracked and squirting fuel all over the motor”

Design-Overall4%

“Very poor design its made extremely cheep you better off going oem I wont ever purchase these or any of docs diesel items every again just off this poor design I just went”

Top return reasons

Filtration34%
Advertised Vs Actual Product14%
Defective Material/Parts13%
Size-Overall8%
Compatibility-Overall7%
Quality-Overall6%
Material Quality4%
Assembly/Installation3%
Product Condition3%
Motor Issues2%